According to our findings in the current study, the results of the random forest survival model showed that KDELR2, DLEU1, PTPRN, SRBD1, CRNDE, HPCAL1, and POLR1E may be hub genes significantly associated with survival in GBM. The gene discussed is HPCAL1; the disease is glioblastoma.